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An in-depth explanation of why object, field, value, and nested mapping are critical semantic contracts for enterprise-grade AI agent integrations across CRMs and ERPs
Ayan Barua, CEO
28 December, 2025
Ampersand now supports mapping to and from nested fields using JSONPath bracket notation, so you can work with nested data structures when reading from provider APIs and writing back
Ayan Barua
22 December, 2025
An enterprise-grade Snowflake integration for AI agents that need canonical context, incremental updates, and secure warehouse-native data access using Dynamic Tables and Streams
Ayan Barua
22 December, 2025
A technical breakdown of building a deep, API-first Salesforce sync integration covering backfill, change events, bi-directional writes, schema drift, and observability for enterprise AI systems.
Ayan Barua
19 December, 2025
Compare top API integration tools in 2025. Learn when to use embedded iPaaS vs unified APIs vs deep integration infrastructure for SaaS integrations.
Chris Lopez
16 December, 2025
Compare the top bi-directional integration sync tools in 2025. Real-time, two-way CRM sync for SaaS teams building customer-facing integrations.
Chris Lopez
15 December, 2025
Explore the 10 best unified API platforms in 2026. Compare Ampersand, Apideck, Nango, and Merge by depth, real-time data, pricing, and use case.
Chris Lopez
15 December, 2025
Discover the top 12 B2B integration tools for 2025, from unified APIs to declarative platforms, to power AI automation, deep CRM/ERP syncs, and scalable data workflows.
Chris Lopez
25 November, 2025
A complete guide to the top Pipedream alternatives in 2025 following Workday’s acquisition. Compare the best independent platforms for deep CRM and ERP integrations, automation workflows, and developer-first integration infrastructure, and see how Ampersand wins.
Chris Lopez
21 November, 2025
Explore the top integration platforms that support custom objects, custom fields, and scalable bi directional CRM syncs. A detailed comparison of the best tools for Salesforce, HubSpot, and enterprise grade object mapping.
Chris Lopez
18 November, 2025
A complete 2025 guide to the top embedded iPaaS platforms. Compare Ampersand, Prismatic, Paragon, Workato Embedded, Tray, Cyclr, Pandium, and Merge across integration depth, real time CRM sync, developer experience, scalability, and pricing. Ideal for SaaS teams building customer facing integrations.
Chris Lopez
18 November, 2025
A new generation of CRMs is stepping in with AI-first design, real-time integration support, and the flexibility to scale as GTM systems evolve. Here's what's changing, and how to keep your stack connected with Ampersand.
Chris Lopez
1 October, 2025
Compare top embedded iPaaS platforms, their pros and cons, and when to choose real-time integration infrastructure like Ampersand.
Chris Lopez
30 September, 2025
Compare top Unified API providers in 2025 and see when real time integration infrastructure with Ampersand is the better choice.
Chris Lopez
29 September, 2025
Ampersand expands beyond CRM to deliver deep, bi-directional integrations for AI agents across GTM, ERP, and billing stacks. New Stripe and NetSuite connectors enable safe, per-tenant read/write actions for invoicing, revenue recognition, and more without one-off engineering
Ayan Barua
14 August, 2025
Build an MCP server for HubSpot and Salesforce. Coordinate webhooks, retries, and tokens across tenants. Ampersand provides this pattern as a managed service.
Ayan Barua
17 July, 2025
Not sure which Salesforce API to use? Learn when to pick REST, Bulk v2, or CDC, and how Ampersand automates rail selection to prevent quota burns.
Ayan Barua
10 July, 2025
AI is exposing pain points in Salesforce and HubSpot CRM integrations, from schema drift to quota limits and cross-tenant sync failures. Learn how Ampersand abstracts this complexity so your product stays fast and reliable.
Ayan Barua
1 July, 2025
Discover how Ampersand’s AI SDK, MCP server, and Headless UI simplify complex GTM integrations, enabling AI agents to interact with CRMs and 150+ tools faster, smarter, and without the boilerplate.
Ayan Barua
9 June, 2025
Learn what the Model Context Protocol (MCP) doesn't do, and why that matters. From agent logic to observability, this article aims to clarify some common misconceptions in the rapidly evolving landscape of MCP, the protocol that is the talk of the town.
Ayan Barua
31 May, 2025
Enterprise AI agents promise automation magic but crash against integration reality. Discover why polling APIs, legacy systems like SAP and Oracle, and vertical AI requirements make reliable data plumbing the make-or-break factor for AI success in 2025.
Ayan Barua
26 May, 2025
Ampersand is now an official Gong technology partner, making it simple to build powerful B2B SaaS AI agents with deep Gong call insights. Connect Gong with Salesforce, Zendesk, Stripe, and more—without the usual complexity.
Ayan Barua
11 May, 2025
Say goodbye to polling and delays. Ampersand's Subscribe Actions delivers sub-second Salesforce and HubSpot webhooks directly to AI agents—enabling real-time CRM sync, cleaner architecture, and machine-speed reactions
Ayan Barua
8 May, 2025
With help from Revert, Ampersand is doubling down on our developer relations efforts to ensure that Ampersand is a platform developers love to work with.
Ayan Barua
7 January, 2025
Ampersand allows SaaS builders to create integrated solutions capable of supporting their customers' sophisticated processes within their systems of record.
Ayan Barua
1 October, 2024
